Files
django-q2/django_q/cluster.py
T
Ilan Steemers f73ae66c0f Adds async_iter command
With async iter you can quickly run the same function on an iterable set of arguments. The results are held in the cache until all are done and collated into a database result.
2015-10-03 18:07:57 +02:00

560 lines
20 KiB
Python

# Future
from __future__ import unicode_literals
from __future__ import print_function
from __future__ import division
from __future__ import absolute_import
from builtins import range
from future import standard_library
standard_library.install_aliases()
# Standard
import importlib
import signal
import socket
import ast
from time import sleep
from multiprocessing import Queue, Event, Process, Value, current_process
# external
import arrow
# Django
from django.utils import timezone
from django.utils.translation import ugettext_lazy as _
from django import db
# Local
import signing
import tasks
from django_q.conf import Conf, logger, psutil, get_ppid
from django_q.models import Task, Success, Schedule
from django_q.status import Stat, Status
from django_q.brokers import get_broker
class Cluster(object):
def __init__(self, broker=None):
self.broker = broker or get_broker()
self.sentinel = None
self.stop_event = None
self.start_event = None
self.pid = current_process().pid
self.host = socket.gethostname()
self.timeout = Conf.TIMEOUT
signal.signal(signal.SIGTERM, self.sig_handler)
signal.signal(signal.SIGINT, self.sig_handler)
def start(self):
# Start Sentinel
self.stop_event = Event()
self.start_event = Event()
self.sentinel = Process(target=Sentinel,
args=(self.stop_event, self.start_event, self.broker, self.timeout))
self.sentinel.start()
logger.info(_('Q Cluster-{} starting.').format(self.pid))
while not self.start_event.is_set():
sleep(0.1)
return self.pid
def stop(self):
if not self.sentinel.is_alive():
return False
logger.info(_('Q Cluster-{} stopping.').format(self.pid))
self.stop_event.set()
self.sentinel.join()
logger.info(_('Q Cluster-{} has stopped.').format(self.pid))
self.start_event = None
self.stop_event = None
return True
def sig_handler(self, signum, frame):
logger.debug(_('{} got signal {}').format(current_process().name,
Conf.SIGNAL_NAMES.get(signum, 'UNKNOWN')))
self.stop()
@property
def stat(self):
if self.sentinel:
return Stat.get(self.pid)
return Status(self.pid)
@property
def is_starting(self):
return self.stop_event and self.start_event and not self.start_event.is_set()
@property
def is_running(self):
return self.stop_event and self.start_event and self.start_event.is_set()
@property
def is_stopping(self):
return self.stop_event and self.start_event and self.start_event.is_set() and self.stop_event.is_set()
@property
def has_stopped(self):
return self.start_event is None and self.stop_event is None and self.sentinel
class Sentinel(object):
def __init__(self, stop_event, start_event, broker=None, timeout=Conf.TIMEOUT, start=True):
# Make sure we catch signals for the pool
signal.signal(signal.SIGINT, signal.SIG_IGN)
signal.signal(signal.SIGTERM, signal.SIG_DFL)
self.pid = current_process().pid
self.parent_pid = get_ppid()
self.name = current_process().name
self.broker = broker or get_broker()
self.reincarnations = 0
self.tob = timezone.now()
self.stop_event = stop_event
self.start_event = start_event
self.pool_size = Conf.WORKERS
self.pool = []
self.timeout = timeout
self.task_queue = Queue(maxsize=Conf.QUEUE_LIMIT) if Conf.QUEUE_LIMIT else Queue()
self.result_queue = Queue()
self.event_out = Event()
self.monitor = None
self.pusher = None
if start:
self.start()
def start(self):
self.broker.ping()
self.spawn_cluster()
self.guard()
def status(self):
if not self.start_event.is_set() and not self.stop_event.is_set():
return Conf.STARTING
elif self.start_event.is_set() and not self.stop_event.is_set():
if self.result_queue.empty() and self.task_queue.empty():
return Conf.IDLE
return Conf.WORKING
elif self.stop_event.is_set() and self.start_event.is_set():
if self.monitor.is_alive() or self.pusher.is_alive() or len(self.pool) > 0:
return Conf.STOPPING
return Conf.STOPPED
def spawn_process(self, target, *args):
"""
:type target: function or class
"""
p = Process(target=target, args=args)
p.daemon = True
if target == worker:
p.timer = args[2]
self.pool.append(p)
p.start()
return p
def spawn_pusher(self):
return self.spawn_process(pusher, self.task_queue, self.event_out, self.broker)
def spawn_worker(self):
self.spawn_process(worker, self.task_queue, self.result_queue, Value('f', -1), self.timeout)
def spawn_monitor(self):
return self.spawn_process(monitor, self.result_queue, self.broker)
def reincarnate(self, process):
"""
:param process: the process to reincarnate
:type process: Process or None
"""
if process == self.monitor:
self.monitor = self.spawn_monitor()
logger.error(_("reincarnated monitor {} after sudden death").format(process.name))
elif process == self.pusher:
self.pusher = self.spawn_pusher()
logger.error(_("reincarnated pusher {} after sudden death").format(process.name))
else:
self.pool.remove(process)
self.spawn_worker()
if self.timeout and int(process.timer.value) == 0:
# only need to terminate on timeout, otherwise we risk destabilizing the queues
process.terminate()
logger.warn(_("reincarnated worker {} after timeout").format(process.name))
elif int(process.timer.value) == -2:
logger.info(_("recycled worker {}").format(process.name))
else:
logger.error(_("reincarnated worker {} after death").format(process.name))
self.reincarnations += 1
def spawn_cluster(self):
self.pool = []
Stat(self).save()
db.connection.close()
# spawn worker pool
for __ in range(self.pool_size):
self.spawn_worker()
# spawn auxiliary
self.monitor = self.spawn_monitor()
self.pusher = self.spawn_pusher()
# set worker cpu affinity if needed
if psutil and Conf.CPU_AFFINITY:
set_cpu_affinity(Conf.CPU_AFFINITY, [w.pid for w in self.pool])
def guard(self):
logger.info(_('{} guarding cluster at {}').format(current_process().name, self.pid))
self.start_event.set()
Stat(self).save()
logger.info(_('Q Cluster-{} running.').format(self.parent_pid))
scheduler(broker=self.broker)
counter = 0
cycle = 0.5 # guard loop sleep in seconds
# Guard loop. Runs at least once
while not self.stop_event.is_set() or not counter:
# Check Workers
for p in self.pool:
# Are you alive?
if not p.is_alive() or (self.timeout and p.timer.value == 0):
self.reincarnate(p)
continue
# Decrement timer if work is being done
if self.timeout and p.timer.value > 0:
p.timer.value -= cycle
# Check Monitor
if not self.monitor.is_alive():
self.reincarnate(self.monitor)
# Check Pusher
if not self.pusher.is_alive():
self.reincarnate(self.pusher)
# Call scheduler once a minute (or so)
counter += cycle
if counter == 30 and Conf.SCHEDULER:
counter = 0
scheduler(broker=self.broker)
# Save current status
Stat(self).save()
sleep(cycle)
self.stop()
def stop(self):
Stat(self).save()
name = current_process().name
logger.info(_('{} stopping cluster processes').format(name))
# Stopping pusher
self.event_out.set()
# Wait for it to stop
while self.pusher.is_alive():
sleep(0.1)
Stat(self).save()
# Put poison pills in the queue
for __ in range(len(self.pool)):
self.task_queue.put('STOP')
self.task_queue.close()
# wait for the task queue to empty
self.task_queue.join_thread()
# Wait for all the workers to exit
while len(self.pool):
for p in self.pool:
if not p.is_alive():
self.pool.remove(p)
sleep(0.1)
Stat(self).save()
# Finally stop the monitor
self.result_queue.put('STOP')
self.result_queue.close()
# Wait for the result queue to empty
self.result_queue.join_thread()
logger.info(_('{} waiting for the monitor.').format(name))
# Wait for everything to close or time out
count = 0
if not self.timeout:
self.timeout = 30
while self.status() == Conf.STOPPING and count < self.timeout * 10:
sleep(0.1)
Stat(self).save()
count += 1
# Final status
Stat(self).save()
def pusher(task_queue, event, broker=None):
"""
Pulls tasks of the broker and puts them in the task queue
:type task_queue: multiprocessing.Queue
:type event: multiprocessing.Event
"""
if not broker:
broker = get_broker()
logger.info(_('{} pushing tasks at {}').format(current_process().name, current_process().pid))
while True:
try:
task_set = broker.dequeue()
except Exception as e:
logger.error(e)
# broker probably crashed. Let the sentinel handle it.
sleep(10)
break
if task_set:
for task in task_set:
ack_id = task[0]
# unpack the task
try:
task = signing.SignedPackage.loads(task[1])
except (TypeError, signing.BadSignature) as e:
logger.error(e)
broker.fail(ack_id)
continue
task['ack_id'] = ack_id
task_queue.put(task)
logger.debug(_('queueing from {}').format(broker.list_key))
if event.is_set():
break
logger.info(_("{} stopped pushing tasks").format(current_process().name))
def monitor(result_queue, broker=None):
"""
Gets finished tasks from the result queue and saves them to Django
:type result_queue: multiprocessing.Queue
"""
if not broker:
broker = get_broker()
name = current_process().name
logger.info(_("{} monitoring at {}").format(name, current_process().pid))
for task in iter(result_queue.get, 'STOP'):
# acknowledge
ack_id = task.pop('ack_id', False)
if ack_id:
broker.acknowledge(ack_id)
# save the result
if task.get('cached', False):
save_cached(task, broker)
else:
save_task(task)
# log the result
if task['success']:
logger.info(_("Processed [{}]").format(task['name']))
else:
logger.error(_("Failed [{}] - {}").format(task['name'], task['result']))
logger.info(_("{} stopped monitoring results").format(name))
def worker(task_queue, result_queue, timer, timeout=Conf.TIMEOUT):
"""
Takes a task from the task queue, tries to execute it and puts the result back in the result queue
:type task_queue: multiprocessing.Queue
:type result_queue: multiprocessing.Queue
:type timer: multiprocessing.Value
"""
name = current_process().name
logger.info(_('{} ready for work at {}').format(name, current_process().pid))
task_count = 0
# Start reading the task queue
for task in iter(task_queue.get, 'STOP'):
result = None
timer.value = -1 # Idle
task_count += 1
# Get the function from the task
logger.info(_('{} processing [{}]').format(name, task['name']))
f = task['func']
# if it's not an instance try to get it from the string
if not callable(task['func']):
try:
module, func = f.rsplit('.', 1)
m = importlib.import_module(module)
f = getattr(m, func)
except (ValueError, ImportError, AttributeError) as e:
result = (e, False)
# We're still going
if not result:
db.close_old_connections()
# execute the payload
timer.value = task['kwargs'].pop('timeout', timeout or 0) # Busy
try:
res = f(*task['args'], **task['kwargs'])
result = (res, True)
except Exception as e:
result = (e, False)
# Process result
task['result'] = result[0]
task['success'] = result[1]
task['stopped'] = timezone.now()
result_queue.put(task)
timer.value = -1 # Idle
# Recycle
if task_count == Conf.RECYCLE:
timer.value = -2 # Recycled
break
logger.info(_('{} stopped doing work').format(name))
def save_task(task):
"""
Saves the task package to Django or the cache
"""
# SAVE LIMIT < 0 : Don't save success
if not task.get('save', Conf.SAVE_LIMIT > 0) and task['success']:
return
# SAVE LIMIT > 0: Prune database, SAVE_LIMIT 0: No pruning
db.close_old_connections()
try:
if task['success'] and 0 < Conf.SAVE_LIMIT <= Success.objects.count():
Success.objects.last().delete()
Task.objects.create(id=task['id'],
name=task['name'],
func=task['func'],
hook=task.get('hook'),
args=task['args'],
kwargs=task['kwargs'],
started=task['started'],
stopped=task['stopped'],
result=task['result'],
group=task.get('group'),
success=task['success'])
except Exception as e:
logger.error(e)
def save_cached(task, broker):
task_key = '{}:{}'.format(broker.list_key, task['id'])
timeout = task['cached']
if timeout is True:
timeout = None
try:
group = task.get('group', False)
iter_count = task.get('iter_count', None)
# if it's a group append to the group list
if group:
task_key = '{}:{}:{}'.format(broker.list_key, group, task['id'])
group_key = '{}:{}:keys'.format(broker.list_key, group)
group_list = broker.cache.get(group_key) or []
# if it's an inter group, check if we are ready
if iter_count and len(group_list) == iter_count-1:
group_args = '{}:{}:args'.format(broker.list_key, group)
# collate the results into a Task result
results = [signing.SignedPackage.loads(broker.cache.get(k))['result'] for k in group_list]
results.append(task['result'])
task['result'] = results
task['id'] = group
task['args'] = signing.SignedPackage.loads(broker.cache.get(group_args))
save_task(task)
broker.cache.delete_many(group_list)
broker.cache.delete_many([group_key, group_args])
return
# save the group list
group_list.append(task_key)
broker.cache.set(group_key, group_list)
# save the task
broker.cache.set(task_key,
signing.SignedPackage.dumps(task),
timeout)
except Exception as e:
logger.error(e)
def scheduler(broker=None):
"""
Creates a task from a schedule at the scheduled time and schedules next run
"""
if not broker:
broker = get_broker()
db.close_old_connections()
try:
for s in Schedule.objects.exclude(repeats=0).filter(next_run__lt=timezone.now()):
args = ()
kwargs = {}
# get args, kwargs and hook
if s.kwargs:
try:
# eval should be safe here because dict()
kwargs = eval('dict({})'.format(s.kwargs))
except SyntaxError:
kwargs = {}
if s.args:
args = ast.literal_eval(s.args)
# single value won't eval to tuple, so:
if type(args) != tuple:
args = (args,)
q_options = kwargs.get('q_options', {})
if s.hook:
q_options['hook'] = s.hook
# set up the next run time
if not s.schedule_type == s.ONCE:
next_run = arrow.get(s.next_run)
while True:
if s.schedule_type == s.MINUTES:
next_run = next_run.replace(minutes=+(s.minutes or 1))
elif s.schedule_type == s.HOURLY:
next_run = next_run.replace(hours=+1)
elif s.schedule_type == s.DAILY:
next_run = next_run.replace(days=+1)
elif s.schedule_type == s.WEEKLY:
next_run = next_run.replace(weeks=+1)
elif s.schedule_type == s.MONTHLY:
next_run = next_run.replace(months=+1)
elif s.schedule_type == s.QUARTERLY:
next_run = next_run.replace(months=+3)
elif s.schedule_type == s.YEARLY:
next_run = next_run.replace(years=+1)
if Conf.CATCH_UP or next_run > arrow.utcnow():
break
s.next_run = next_run.datetime
s.repeats += -1
# send it to the cluster
q_options['broker'] = broker
q_options['group'] = s.name or s.id
kwargs['q_options'] = q_options
s.task = tasks.async(s.func, *args, **kwargs)
# log it
if not s.task:
logger.error(
_('{} failed to create a task from schedule [{}]').format(current_process().name, s.name or s.id))
else:
logger.info(
_('{} created a task from schedule [{}]').format(current_process().name, s.name or s.id))
# default behavior is to delete a ONCE schedule
if s.schedule_type == s.ONCE:
if s.repeats < 0:
return s.delete()
# but not if it has a positive repeats
s.repeats = 0
# save the schedule
s.save()
except Exception as e:
logger.error(e)
def set_cpu_affinity(n, process_ids, actual=not Conf.TESTING):
"""
Sets the cpu affinity for the supplied processes.
Requires the optional psutil module.
:param int n: affinity
:param list process_ids: a list of pids
:param bool actual: Test workaround for Travis not supporting cpu affinity
"""
# check if we have the psutil module
if not psutil:
logger.warning('Skipping cpu affinity because psutil was not found.')
return
# check if the platform supports cpu_affinity
if actual and not hasattr(psutil.Process(process_ids[0]), 'cpu_affinity'):
logger.warning('Faking cpu affinity because it is not supported on this platform')
actual = False
# get the available processors
cpu_list = list(range(psutil.cpu_count()))
# affinities of 0 or gte cpu_count, equals to no affinity
if not n or n >= len(cpu_list):
return
# spread the workers over the available processors.
index = 0
for pid in process_ids:
affinity = []
for k in range(n):
if index == len(cpu_list):
index = 0
affinity.append(cpu_list[index])
index += 1
if psutil.pid_exists(pid):
p = psutil.Process(pid)
if actual:
p.cpu_affinity(affinity)
logger.info(_('{} will use cpu {}').format(pid, affinity))